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SOTA2 Research · benchmarks
Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.
| Task | Dataset | Domain | Trend | Results | Last Update |
|---|---|---|---|---|---|
| Jailbreak Defense | ReNeLLM | 53 | Jun 15, 2026 | ||
| WSI Classification | NSCLC | 53 | Mar 4, 2026 | ||
| Video Question Answering | VideoMME Medium | 53 | Apr 21, 2026 | ||
| Semantic Segmentation | Pascal VOC 1/16 labeled 2012 (train) | 53 | Feb 26, 2026 | ||
| Inference Acceleration | Spec-Bench | 53 | May 13, 2026 | ||
| Instructive image editing |
| MagicBrush (test) |
| 53 |
| May 14, 2026 |
| Infrared-Visible Image Fusion | RoadScene (test) | 53 | Jun 16, 2026 |
|---|
| Novel View Synthesis | LLFF 3-view (test) | 53 | Jun 30, 2026 |
|---|
| Point Tracking | TAP-Vid Kinetics (First) | 53 | Apr 15, 2026 |
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| Optic Cup / Disc Segmentation | Fundus Domain 4 | 53 | Apr 24, 2026 |
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| Optic Cup / Disc Segmentation | Fundus Domain 3 | 53 | Apr 24, 2026 |
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| Optic Cup / Disc Segmentation | Fundus Domain 2 | 53 | Apr 24, 2026 |
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| Few-shot Semantic Segmentation | CD-FSS 1-shot 1.0 (test) | 53 | Jun 24, 2026 |
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| Unconditional Image Generation | FFHQ 64x64 (test) | 53 | Mar 13, 2026 |
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| Tool-use | ToolBench | 53 | May 15, 2026 |
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| Out-of-Distribution Detection | CIFAR100 (ID) SVHN (OOD) | 53 | Jul 8, 2026 |
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| Text-to-Image Retrieval | COCO 5K (test) | 53 | Jun 1, 2026 |
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| Time Series Forecasting | Stock | 53 | Jun 18, 2026 |
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| Audio-Visual Speech Recognition | LRS-3 Babble noise at 0dB SNR (test) | 53 | Jun 5, 2026 |
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| Emotion Classification | EmoC | 53 | Feb 26, 2026 |
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| Object Detection | Diverse Weather Dataset (DWD) (test) | 53 | Jul 9, 2026 |
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| Image Classification | ImageNet (source) | 53 | Jul 8, 2026 |
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| Text-to-image generation | COCO 2017 (val) | 53 | Jul 7, 2026 |
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| Offline Reinforcement Learning | D4RL Adroit pen (cloned) | 53 | May 28, 2026 |
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| Offline Reinforcement Learning | D4RL Adroit pen (human) | 53 | May 28, 2026 |
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